 (sample-samples-from-prior dirichlet-process-mixture-stick-breaking [(repeat 8 nil)])
 ;; @@
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 ;; <=
 
 ;; @@
 (defn combine-observes-fn [observes]
-  (map :value observes))
+  (gridify (move-to-unit-box (map #(/ (:value %) 50) observes)) [30]))
 ;; @@
 ;; =>
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+;; <=
+
+;; @@
+(plot/list-plot (combine-observes-fn (sample-observes-from-prior dirichlet-process-mixture-stick-breaking [(repeat 8 nil)])))
+;; @@
+;; =>
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 ;; <=
 
 ;; @@

;; **

;; @@
(def num-particles 100)
(def is-states (take num-particles (infer :importance dirichlet-process-mixture-stick-breaking [test-observations])))
(plot/histogram (repeatedly 1000 #(sample* (categorical (vec (empirical-distribution (collect-results is-states)))))) :normalize :probability-density :bins 100)
;; @@
;; =>
;;; 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;; <=

;; **

;; **

;; @@
(def num-particles 1000)
(def csis-states (take num-particles (infer :csis dirichlet-process-mixture-stick-breaking [test-observations]
                                            :observe-embedder-input (gridify (move-to-unit-box (map #(/ % 50) test-observations)) [30]))))
(plot/histogram (repeatedly 1000 #(sample* (categorical (vec (empirical-distribution (collect-results csis-states)))))) :normalize :probability-density :bins 100)
;; @@
;; =>
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